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Xingru Jiang

2 accepted papers

2025

Reasoning Through Execution: Unifying Process and Outcome Rewards for Code Generation

ICML 2025poster

Large Language Models excel at code generation yet struggle with complex programming tasks that demand sophisticated reasoning. To bridge this gap, traditional process supervision relies on learned reward models requiring costly training data and suffering from reward misalignment, while outcome su…

2025

SAEMark: Steering Personalized Multilingual LLM Watermarks with Sparse Autoencoders

NeurIPS 2025poster

Watermarking LLM-generated text is critical for content attribution and misinformation prevention, yet existing methods compromise text quality and require white-box model access with logit manipulation or training, which exclude API-based models and multilingual scenarios. We propose SAEMark, an **…

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